{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['CUDA_VISIBLE_DEVICE'] = ''\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "from importlib.util import find_spec\n",
    "if find_spec(\"text_recognizer\") is None:\n",
    "    import sys\n",
    "    sys.path.append('..')\n",
    "\n",
    "from text_recognizer.data import IAMLines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "!ulimit -n 65000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IAM Lines Dataset\n",
      "Num classes: 83\n",
      "Dims: (1, 56, 1024)\n",
      "Output dims: (89, 1)\n",
      "Train/val/test sizes: 9116, 2279, 1958\n",
      "Train Batch x stats: (torch.Size([128, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0361), tensor(0.1030), tensor(0.9412))\n",
      "Train Batch y stats: (torch.Size([128, 89]), torch.int64, tensor(1), tensor(82))\n",
      "Test Batch x stats: (torch.Size([128, 1, 56, 1024]), torch.float32, tensor(0.), tensor(0.0295), tensor(0.0894), tensor(0.9255))\n",
      "Test Batch y stats: (torch.Size([128, 89]), torch.int64, tensor(1), tensor(82))\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dataset = IAMLines(argparse.Namespace(augment_data='false'))\n",
    "dataset.prepare_data()\n",
    "dataset.setup()\n",
    "print(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<S>his child and sails away.<E>'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def convert_y_label_to_string(y, dataset=dataset):\n",
    "    return ''.join([dataset.mapping[i] for i in y if i != 3])\n",
    "\n",
    "convert_y_label_to_string(dataset.data_train[0][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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R4ZoonkKIaODb+O/Gmgl8UvgvubawuBEwBPy1lHImsAz/5ekzgb8F3pRSluK/V1BtmNwOlAb+HgO+e+1JtrBw8AWgTPv+DeCbUsop+O/uezTw/FGgNfD8m4F0FhbXC/8XeE1KOR2Yh5+H7ZxrccNCCJEPfB5YLKWcDUTjv6fXzrkWNyJ+Amwyno1pjhVCpOO/N3gpsAT4R6WsXi6ulcVzCXBWSnkucFH0U/gv4rawuO6QUtZJKQ8EPnfiF4Dy8fPoTwPJfgrcG/h8D/Az6ccuIFUIkXttqbawACFEAbAZeDLwXQC3AL8NJDH5VvHzb4FbA+ktLK4phBApwGrghwBSygEpZRt2zrW48eEB4oUQHiABqMPOuRY3IKSU7wItxuOxzrEbgTeklC1SylbgDS5VZseEa6V45gNV2vfqwDMLixsKAVeYBcBuIFtKWRf46SKQHfhs+dniRsG/A38DjAS+ZwBtUsqhwHedNx2+DfzeHkhvYXGtUQw0Aj8OuIk/KYRIxM65FjcwpJQ1wL8ClfgVznZgP3bOtfjgYKxz7FWfe21wIQuLAIQQPuB3wF9KKTv036T/3iF795DFDQMhxJ1Ag5Ry//WmxcJijPAAC4HvSikXAN383uULsHOuxY2HgIvhPfg3TvKARK7Q+mNhcb1wvebYa6V41gCF2veCwDMLixsCQggvfqXzF1LKZwKP65U7V+B/Q+C55WeLGwE3A3cLISrwH1+4Bf+5udSAGxgE86bDt4HfU4Dma0mwhUUA1UC1lHJ34Ptv8Suids61uJFxG3BeStkopRwEnsE/D9s51+KDgrHOsVd97r1WiudeoDQQ+SsG/2HsF65R2RYWYRE4c/FDoExK+X+0n14AVASvR4Dnted/GIgCtgxo11wXLCyuCaSUfyelLJBSTsI/p26TUn4aeAv4eCCZybeKnz8eSG8tShbXHFLKi0CVEGJa4NGtwAnsnGtxY6MSWCaESAjIDYpv7Zxr8UHBWOfYLcAGIURawOK/IfDssiGu1RgQQtyB/zxSNPAjKeXXrknBFhajQAixEngPOMrvz8r9T/znPJ8GioALwANSypbAgvMt/C42PcAfSSn3XXPCLSwCEEKsBb4opbxTCFGC3wKaDhwEHpJS9gsh4oD/xn+GuQX4hJTy3HUi2eIjDiHEfPxBsWKAc8Af4d8Mt3OuxQ0LIcQ/AQ/ij4Z/EPgs/jNvds61uKEghPgVsBbIBOrxR6d9jjHOsUKIP8YvEwN8TUr54yuiy26+WFhYWFhYWFhYWFhYWIwnbHAhCwsLCwsLCwsLCwsLi3GFVTwtLCwsLCwsLCwsLCwsxhVW8bSwsLCwsLCwsLCwsLAYV1jF08LCwsLCwsLCwsLCwmJccU0VTyHEY9eyPAuLqwXLuxYfRFi+tfggwvKtxQcVlnctPoi4lnx7RYqnEGKTEOKUEOKsEOJvI3jFDkiLDyos71p8EGH51uKDCMu3Fh9UWN61+CDixlc8hRDRwLeB24GZwCeFEDOvFmEWFhYWFhYWFhYWFhYWHw54ruDdJcBZdRmuEOIp4B7gRJh3Fgkh7MWhFuMCIQTjeS/tjci7ep399/8yrm1wo2C8+/rDhKvNt4rPFD7q/fBRGnfXEjfifGthEQks71p8EDEOfNskpZxgPrwSxTMfqNK+VwNLzUQBv+FrYsL1eK6kOhYfVCiBLyoq6iMp/EkpL1EGPqxQdbWK5/WFbf/fw23s2baxsAiPoaGh602ChYXF+OKC28NxDy4kpfy+lHKxlHLxeJdl8dHER10R0S0uH/Y2sNalGwMfBV6LFLYtPtow56SPyiaghYWFxeXgShTPGqBQ+14QeGZhcU2hFM+PKnSBJyrK3pBkMT4wlSvLa8FQCqhVQj9a+CgedbCwsLC4XFyJ5LAXKBVCFAshYoBPAC9cHbIsLMaOj+KCHx0d7SgAQghGRkY+tO2gNhg+ypsM1xOq3ZV3wYeVz8YKy5MfbeiK50fZ88bCwsIiElz2oUgp5ZAQ4n8AW4Bo4EdSyuNXjTILiwjxUXZx0hXND/tZz2sl0EkpLzkvrJ8jBn+7f5jbOhw+7Hw2VlhF46MN62prYWFhETlGVTyFED8C7gQapJSzA8/SgV8Dk4AK4AEpZev4kWlhYeEGK/RefURFRTEyMuIomcPDw0RHRwO/d6fUrVy2DywsLCwsLCwsRkckrrY/ATYZz/4WeFNKWQq8GfhuYWFh8YGHUihHRkYcBVR9VkqnlNJ5ZmFhYWFhYWFhMTpGVTyllO8CLcbje4CfBj7/FLj36pJlYWFhcX2gWzSVpVM/X6q70tkAOxYWFhYWFhYWkeFypaZsKWVd4PNFIPsq0WNhYWFxXaGf5zQtmtat1sLCwsLCwsLi8nDF2/XSL4mFlMaEEI8JIfYJIfZdaVlXAuUeZ1os9EiNQJArnfpu5uGWJlSAF/0dvXy3fK51UAKTZhs0ZOzQ28y0iJm8M57lm7yoguOocvXvyk10vJUonY6oqKggHlM0XG+YY09ZOZOSkrj//vv50pe+xKRJk5zfYmJimDNnDvfeey/JycmuY/tGhE6fGZ32WkL1eWZmJpmZma6WZKvcR47rvYZ8mHG1+VCXE4QQeDweZ15Uz65VtOhQEcJNecjCwsLiauNyFc96IUQuQOB/Q6iEUsrvSykXSykXX2ZZVwW6kGtGq9T/oqOjgyJWmgqpLkDrbna6UK3e14OUqD8lcKt8VNro6OhrrvgpelTZFmOH3l/qzJ/e54rvxqt9VRlKiFB8NTw8HKRsDg8PX6JcjRf0ug4PDwM4ypzitaioqKCrYK43dMV9ZGSE+Ph45s2bx6xZs5g5cyaA044pKSksW7aMiRMnEh0dfclm0o0IvZ1jYmLIz88nPj7+ms43UkpH2J40aRJ33nkn2dmXOsvcKDzxQYC+saOvLRY3HtSaAJCamsptt91GSUlJ0NyjpxkvqPKio6OJiYkJUn6BD/WVXBYWFtcflzvDvQA8Evj8CPD81SFn/KAERIXk5GTi4uKCdv6ioqIcgR2CLQJ6gBEAj8cfEFj/XVc+h4eHHWHfvFhcD16iBAYloF/LCV+VKYQgISGBmJiYG8IK9UGCbu1SQoPqf+CSjYzxhCpT50WdP3XeGk+aVFsAjoKbnZ3NunXrgsaN2ni5nnBrAzUeu7q66O3tZfny5cDvBbLh4WEyMjJYvny509Y3uoVAt3KnpqaycOFC0tLSrindQgiGhoYYGRmhqamJkpISbrrpJodHFH1W6I0c+poSExNDYmLidR9THxZc7bGh90tRURGLFy9m5cqVJCQkOM+vBf9HR0fj9Xq5+eabWbFiBTExMUHzg924sLCwGE+MOsMIIX4FvA9ME0JUCyEeBf4FWC+EOAPcFvh+Q0PfVczKyuKBBx5g/fr1zkSvFgXTbdFcfJSFcPHixWRkZDgK7dDQkPM+4FhzTHc23e1wwoQJ+Hy+IOvntRS6FO25ubncf//9LFu2jJiYmGtW/ocBpnugroiq7+NpUdb5U5Wj85HphqcrouMJNZ6Ugjs8PExCQgJZWVkOLTfCznool7Oenh7eeecdOjs7ycnJCVLcOzo6GBkZYcmSJWRlZV3iNXEjKqF6HePj45k8eTIpKSnXVMhUlnYhBP39/cTFxTFv3jzS0tKCvEBuxPa70TE8PExmZibz58+/3qRYhIDucdLe3g6Az+cjPj4eCN4cHM9xqebi0tJSZsyYQXJysuOBotNpYWFhMR6IJKrtJ6WUuVJKr5SyQEr5Qylls5TyVillqZTyNimlGfX2hoM+oefl5TFv3jw2btwYpCDqbq/gd0nThXll0RoeHnaURt3NUbdkSimJiYlh4sSJFBYWOvmovJKTk7nzzjv5wz/8Q9LT0wG/FfVaCuJKKZoyZQqzZ89mwoQJdrdzjDAt2nFxceTk5Dh96Rag5mrCzDs+Pp5FixYxbdo0vF6v05+mO5eyPI4HzPOOUVFRNDY2kpmZSWlpaZAL8I0i5JhjWLVPYmIiaWlpQZaAhoYGurq6yMzMZOrUqdddeY4Eik+ioqLIzMxkw4YNFBUVXdPxrtppZGSE7u5uEhMTmTdvHrNnzw6a+z4I7XmjQN/sSEhIYPr06debJIsQ0DfboqOjiYuLIzU1lbi4uKDNb/3zeNHR09NDeXk5HR0dpKamXnIUyY5BCwuL8UIkFs9CIcRbQogTQojjQogvBJ6nCyHeEEKcCfxPG39yrwz6ZBoTE0NhYSHJycnOM6VEDA0NER0d7Vg0dMUU/Jal7OxsMjIyLgneon4HKCwsZN26dWzevJnp06cHKbk+n4+5c+eyePFicnNzHfqutQVCKSdDQ0PMmjXLWjwvA6rPPB4Ps2bN4qGHHiI1NdXZpIDx3UXWz3lNnDiRT3ziE3zxi19k1qxZThp9t93r9XLTTTeRmJg4bvTo5Y6MjDA8PExJSQnLli0LOtd3vQUc01INfvoHBwfp7e0lNjbWGc/q997eXgYGBkhMTKS4uNjJ60ZRokNB0R8XF0dMTIwT3Oda0yCEYHBwkJaWFjIzM1m9ejVpaf7l40ZvwxsN+oZJdnY2GzduHLdx/VHD1eZF3dupv7+fwsJCJk+ezIQJE5zyEhISrtnZ66ioKIqKiigpKSEuLs51E93CwsLiaiMSLWcI+Gsp5UxgGfAXQoiZwN8Cb0opS4E3A99vWOiTfltbG9HR0cTGxjrnNnXXyKioKBITE/nYxz7Gxo0byc/PDwogEhUVxbJly5g5c6ZzLlI/G6ry6+rqQghBYWEhN910E6mpqcDvF7SkpCQKCwtZsGDBJZYx/byobh3SFYirAbX7mZqa6ihLelmm66AS0JWyo5/V09OaeYTrF/OznofZBm5u0KHcXfW89bbT6XZL65ZXOOht0N3dTVRUFOvWrQtZrvnZrG84hOIBZakfHByks7OTwsJCli9ffgmPCyGIj49n7ty5zJ8/H4/HE5JGt343XXdNmhSUh8Dw8LDzXmxsLEuWLGHx4sXExsZe4pIMl56Vdmt/t340n0eKUG05NDTE8PAwg4ODQZsxUkoGBwdpaGhwAiaFcpFza1c3ftfHk0mTPq708WSOC7f2MOup8lPHAvLz8x1rS6j5Rt8M0/M3aTRpM+ti8v7w8DC7d+923G1zcnIu6YexIFR55pgy8zet7zr9ZlubbWnma24autUdLj1fHW7eDDd36PSp9SMmJgafzxeSD64EkdBi1suMrh0Keru78ZlKo+jQ89TPBrv1H/x+XtHXN7e05m9jbRe3+ph1V9+joqJISUkhIyOD4uJi1q1bxz333MPGjRuZO3cuSUlJl/CDORZVfuZcEWqs6v0GMGvWLBYuXOicMw23Rul0h+rvqy2fWFhYfPgwqr+d9N/XWRf43CmEKAPygXuAtYFkPwXeBr40LlReJUjpd2GpqqrilVde4dFHH8Xn89HR0RE0YY+MjNDZ2ckbb7zBxz/+cebNm8ehQ4d49tln6ejoYHh4mM7OTjZt2kRFRQU7duy4REAcGRmhtraW//7v/3ZcoJYtW8arr76KlJLu7m6OHDnCzJkzue+++ygrK2Pv3r3Ou8qtNykpiZUrV1JdXc358+fp7Oy8RFC9EgwNDeHz+SgpKQGgoKCAsrIy53d9wdMXJD164sjICB6PJ0jJGBkZITo6muHh4SA3YxOmcKF/1pUXZS3WXQb19FJKpzz1u94fHo/HEbhVWlNwNAWOSNxkdSFyeHiYkydPUl5ezl/+5V8yZ84cDh8+7LpIK1p14cmMLugGnWY94JUQfitSdXU1b775JmvXruWuu+7i3LlzvP7660H83dHRwUsvvcTXv/51UlJS2LJlS1Cfqvz0/tbHhpsgFRsbS3JyMikpKQwNDdHS0kJHR0dQm/7mN7/hG9/4Bp///Oc5ceIEZ8+edd7Nzc2lsLCQhQsXsnbtWhISEujp6eHJJ5903NWHh4dpb29ncHAQIQS/+MUvaGxsdPpOeSqMBXq/pKenU1BQ4OQZFRVFX18f8fHx5OTk0N/fT1RUFF6vl7NnzzI8PMzixYsd3nQLJmYqn6bSYo4XU3jVo5Wqttb5SfWXCmJl8ojeR+q3ixcvUllZydq1a3n++efp6uoiOjqatLQ0EhIS8Pl8REdHMzQ0RFlZWdA4NOuh2iMxMdE5t6YLx6pNoqOjiY6OJiUlBSklPT097Nq1i5dffpmPfexjfO5zn+PP//zPg+aQscAU/k1FTp0tVRuE+kahHgAsKiqKtLQ0cnJySEpKctqmp6eHpqYm53yvnrcqVx8/en/o/a3KiIqKIiYmhtTUVPr6+mhvb3dNPzw8jNfrDTozbW5wKt4/efIkO3fu5I477uCXv/wl/f39l5R9JWuGvsmgEBMTQ3x8PHl5eSQnJxMTE+O0U11dXVAAvVDluyl9CnrAtoGBgaC0+jqZmJhIdnY28fHxeL1ekpKSqK+v5/z588ybN4+LFy9SVVUVtDmgH6NR3xVfjIX/3DYJ1GcVOTYlJYW8vDyGh4dpa2ujr6+Pvr4+SktLefzxx6mtraWuro76+nqmTp3Kpz71KZKSknj//ff5xje+QXp6OhMnTiQjIwOv10tWVhYtLS2Ul5dz8uRJ+vv7g9zVb7rpJlauXElxcTHx8fF4PB46OzvZt28fTz/9NCMjI9TX1zMwMMBtt93GuXPn+N3vfofH4yE5OZnExEQ8Hg8xMTHExcURFxfHnj17GBwcxOPx4PP5iI2NJTY2FoCLFy/S19d3SZtYWFhYmBjTQS8hxCRgAbAbyA4opQAXgUvj4vvfeQx47ApovCrQLXQAra2tDAwMEB8f7zwzF9Vdu3YRFxfHhg0bWLx4MY2NjWzbts1ZPEpKSsjKyiIuLo6kpCSSkpJoa2ujqanJWeAGBwdpb29n7969jpVHSklXVxenTp2isbGRlJQU5s+fz4EDBxxBTQjBpEmTWL16NY8//jgnTpzgwIEDbNu2jdOnTztK1JVCCL9ldmhoiISEBNLT05k9ezZJSUkANDc3U1lZSU9Pj5NeLdBqgfV4PBQUFAB+d9Ompia6u7ud9gynvJkCeFRUFMnJyfT09NDf33+JMq/6UrV5a2urE0HYdBVKTU0lOzub3NxcEhISaG5uprq6moaGBgYHB5HSf72DElT6+/sZGBhwylWKTLgIsKbSHB0dzcDAAL/61a+cfPR0unCqlHVzV3s0uO1k678p3s7NzWXq1Km89tprTtlK6W5qasLj8TB//nz27dtHQ0ODQ1dUVJQj4PT09NDd3e20h54G/ILnlClTmDdvHpMmTSIzM5ORkRHOnz/PgQMHOHv2rNNHjY2NNDY2kpqaSlFREZWVlQgh2LBhA7NmzSI2NpahoSEqKiqor6/H5/Px+c9/np6eHlpaWjhw4ACVlZUMDAxQVFTE5s2befXVV6mtrb3EkhEp1LyQmZnJihUruPvuuzl37hwJCQkMDg467vgPPPCAoyz09PSQkpJCbGwsPp+P2bNnU19fT319fdDGh873plKip9EFVlNhdbPC6N9NpVBXRk2ekVLi9XppaGjgxIkTFBcXM3/+fBoaGliyZAkLFy4kIyPDESZjYmL41re+xbFjxxw6ExMTSUlJITc3F5/PR19fHzExMeTk5LBt2zaam5uDFJTk5GSysrLIy8sjNzeXefPmUV1dzd69e2lububcuXP09fWRl5cXkvbLRXR0NMnJyZSUlJCTk0NMTAxlZWWUl5cDBI09NS5SU1P55Cc/SXFxsWPpjo6Opq2tjerqarZu3UpFRYWz+aFfn6TmCrUJk5iYSHR0NOfPnw8a4zk5OeTn51NSUkJ+fj5tbW3s37+f06dP09vb64zThIQEUlNTmTRpEtHR0dTU1FBdXe3Mdfqapnigt7eXoqIiYmNjHUXN3Ei6XKg5S3n4xMXFsXHjRvLy8pg4caITrKqvr4+2tjaeeuopTp06dcmGnglzY1PN3SrPrKwsYmJi2LdvHzU1NfT29jr5KZruv/9+Fi5cCPjPYBcVFdHZ2cnzzz9PQUEBEydOpLW1lZ6enqD2UIqrlJIJEyYghKClpYWhoaGI20vf8FJ5joyMkJiYSElJCbNnz6a4uJji4mJ6e3uprKzk8OHDzoZqVlYW3/jGN6iurqanpwefz8fatWv52Mc+5ozLVatWOYGjuru76ejoYPLkyXR0dPD973+fI0eOOO3i9Xr5xCc+QXJyMmVlZbS2tuL1eikqKuL2229n7969nD9/nra2NhobG5kyZYrj/XDvvfc6c//g4CDp6en4fD5yc3OD1siUlBR8Ph8TJkwgJSWFI0eOsHfvXi5evOh43th4ERYWFm6IWPEUQviA3wF/KaXsMIRdKYRwnaWllN8Hvh/I47ptgamFSu1ydnZ2OoKk1+slISGB/v7+IGWhs7OT999/n9zcXBYvXsz8+fM5efIkFRUV9Pf3k5iYyPz580lISCAnJ4fs7GyGhob413/9V1paWhzBJjExkdzcXOrq6oKUqCNHjnD06FFWrVpFUVGRQ6PH42HKlCmsWrWKOXPm0NjYSHNzMytXriQ+Pp7m5mYuXrw4ZquACSU0dXR00NrayoQJE7jtttscoVItMmfOnOGtt97i0KFDjtABfiUzNjaW6dOn80d/9EdcvHiR+Ph4GhoaeOONNzhz5oxTTigoy4pa/AsLC1m/fj3l5eVs27YtqL10AWXjxo1MmzaN3bt3s3PnTqeM2NhY8vLymDZtGtOmTSMrK4v4+Hh6e3uJi4uju7ubU6dO8fbbb9PZ2UlxcTHr168nKiqKo0ePkpuby/Hjx9m9e7ezgxyunXXBTqext7eXjo6OoDTgP1+3YMEC0tLSaGlpoaamhpaWFvr6+oIUC/UeXGrBcrPu6EKUUvpjY2OZN2/eJWcUwb8h0trayuTJkykqKnKUQ8Wrn/70p/F6vfT19VFfX8/OnTs5e/YsfX19jsLs9XqZOXMm999/P5mZmfT399PS0kJBQQHr1q1j8eLFnDt3jueee47Tp0/T3NzMyZMnWbt2LYsXL+bQoUPMmzePBx98kLq6Ot5//31OnDjhWANSU1PZvHkzZ8+e5Te/+Q1Hjx6lvb0dKSWJiYn85V/+JdXV1TQ2NjI0NORYtMYyLpQAn5aWRkpKComJiaxYscJRJJKTk/H5fKxatYrm5mannZTLamZmJo8//jg1NTW88MILnD17lt7e3kus2XFxcSQnJ5OQkEBCQgJxcXEcOnQoyHIjhCAtLY24uDgaGxudPBRfeTwe4uLinP5U4xOCN9bcxpvikeHhYfr7+6mvryc6OppFixYRGxvL0qVLnbnlwoULpKamkpOTwyOPPMIvfvELzpw5Q0pKCuvWrWPq1KnExcU5m26Dg4N0dXU5wuzIyAgZGRnMnj2bWbNmUVRURHZ2Nj6fD5/PB8DAwAAJCQmOkpKQkBCkRI1V+XQbI7NmzWL16tXMnz+f4uJiYmNjOXbsGG+99RY7duxwNlP6+voYHBxkypQpLF26lMTERPbv309nZyeJiYmkp6cjhKCoqIhHHnmEZ599loMHDzrlKl4pLS0lNTWVyZMnO5sww8PDPPvss451/6abbmLWrFmUlJSQlJTk1HPhwoW89tprbNu2jd7eXjweD3fddRdZWVmkpaUxYcIEOjs72bFjB++++y5dXV0AzsZZbGysE6gmPz+f9PR0urq6Lst6HApqfAGkpaWxevVq7r//fnp6emhoaOD48eO0trYyd+5c1qxZQ0ZGBt/5znc4f/48Q0NDzhgN1XdCCLKyspgwYQIbNmwgJyfHmc97e3tZunQp9fX17Nmzh927d9Pb20t0dDTz5s1j9erVDA8Ps2/fPo4dO0ZpaSk333wzGzZs4MyZM0yfPp2ysjLOnj0LwNSpU0lLS2P79u0IIUhKSuLBBx8kJiaGZ599lnPnzkXcLqYnjhD+SPGrVq3ipptuIjs7m56eHg4fPkxubi75+flB1lqv1+tswEgpaWtr491332XSpEls3ryZP/uzP8Pn83Hy5El27NhBc3Mz/f39PPTQQyxatIiNGzcCcPToUQYGBpg7dy69vb28+OKLlJWV0dfXh9frJS0tjU9+8pPcdddd/OpXv6Krq4vGxkbA73avzghXVlZy7NgxWlpaiI2NJSEhgSVLlvDwww/T29vLhQsXaG1tdTaAfT4fN998MwUFBTz77LPU19dfPpNZWFh86BGR4imE8OJXOn8hpXwm8LheCJErpawTQuQCDeNF5NWAblkDnJ3ljIwMBgYGeOCBBzh69Chbt26lv7/fWUja2tp44403HHe/wsJCZ9fV6/Uya9YssrKy6OnpITEx0RHWnnzyScctKz8/n7vvvpu9e/fy7rvvOjR1d3dz5swZli1bRmlpqeOWM2PGDO655x76+/vZtm0b3/3ud+nr6+O2225j+vTpzJkzx1E8r4brlLJqxcXFsXbtWo4fP05ZWRlRUVFMmTKFtWvXMn/+fP7qr/6K5uZmZ5d56tSprF692hFA1Y6/CnDzs5/9jPLy8rDCj249E0KQmZnJtGnTiI2N5e2333bOLQnhdyVVSl5cXBxz5swhMzOT2tpaTp06hcfj4ZOf/CSzZs0iMTGRvr4+mpqaqKqqoqqqCp/Px8yZM7njjjuYMWMGra2tFBYWUlxczP79+8nPz2fFihXk5+dz8ODBIItrqDroVlalEHg8Hh566CFee+01Tp8+7QinEyZMYN26ddx77714vV76+/vp7u7mwIEDvPLKK1RWVgb1jf45nLuc6ebV39/vWHSnT58eJDAqWqOionj//fdZt24d69ato6qqCikla9asYfny5UjpP8uo3OgmTpzIrl272LVrl7ODXlBQwH333Udqaipvvvkmu3fvpqenh+TkZBYvXszq1atZtmwZaWlp/OAHP6C5uZmKigpGRkYoKChg9uzZ3H///ZSVlbFlyxbOnj1LT0+PQ2tfXx9DQ0N4PB4mTpzIxYsXGRkZYWBggOHhYY4dO+bcSad7AIxlXChlp7Kykra2No4fP05WVhaJiYnExcWxdOlSVqxYwQ9/+EPOnTvn8MSECRNYsWIF6enpxMTEsHjxYqZMmcKzzz7L66+/Tm9vr1NGYmIiCxYsYPPmzfh8PjweD4ODgzzxxBM0Nzc7/J+Xl8d9991HcnIye/bsoaWlhYqKCtrb2x0r47p165wo2OfOnaOsrIxDhw6NamFQ7aEE4zNnztDU1MT06dNJTk7m1KlTvPPOOzQ2NtLT04PH4yEzM5Ovfe1rfPrTn+b8+fMUFBSQm5tLQ0MDBw8eJD4+nvT0dGbMmMGcOXPYtGkTFy5cID8/n5UrV7JgwQK8Xi/Nzc0cP36c8vJyLly4wPDwMMnJydx1111cvHiRixcvOpFt1dnay4Xi7QkTJvDZz36WpKQkEhMT8Xq9xMTEUFpaSkZGhjPfZmVlcfbsWaqqqpg6dSoVFRX89re/dc73RkdHO1a+rKwsvvrVr/Loo4/y4x//mMOHDxMVFUVWVhZTp07lvvvuo729ncrKSsdLJDY2lk2bNtHd3c3w8DCFhYX09/dTU1PD8ePHaWtrY9GiRSxZsoT777+fzs5Ojh07xqRJk7j99tspKyvjzJkznDp1innz5rFu3ToaGxspKysjJyeHCRMmkJ+fT25uLhMmTGDq1Kn4fD6mTJlCTU0NAwMDQW6/VwI1zxQWFrJx40YWLVrEzp07OXjwIHV1dfT29jI4OMjbb7/Nbbfdxp/+6Z/y4IMP8rvf/Y5Tp065Hg/RNxaFEKxfv56FCxeSlZVFdXU1hw8fZuvWrcTExHD77bezfPlyZsyYQVFREVu2bHHaZOvWrezbt4+WlhYGBgYoLy/H4/GwYMECcnJymDt3LmfOnOH8+fMUFhbymc98htjYWA4ePEh3d7dDw4wZM6isrHQiV4+lbTweDwkJCUyaNIk777yTKVOm0NnZyfbt2zl8+DAXLlxw5s2MjAz6+/udtU4p5WoeV5sMa9aswefz8corr/Dmm2/S1tbm3IW7bds28vLynHWtt7eX/v5+NmzYwO9+9ztOnjzJ4OAgw8PDxMTE0Nvby6uvvsrf/M3fsGfPHo4dO8bFixeRUjJx4kTuvPNOmpub+e1vf+tY9dVaX1ZW5lhlq6qqOHr0qOMy7PF4SElJISkpyenf8bxCzMLC4oONURVP4Z8JfwiUSSn/j/bTC8Aj+O/wfAR4flwovErQrQ9er9exWsTFxZGSkkJpaSlpaWmO26FKOzw8TFVVFbt372bjxo0UFRU5lgrlmnXo0CHefPNNhoeHmTFjBvfffz8XLlzg1VdfdXb2i4uLnR1WhZGREc6cOUN/fz95eXmOtenRRx8lLy+Pp556iu3bt9PZ2Ul0dDTl5eXMmjXLcW/Vz1xdzplPXfHs6upieHiYvr4+/u3f/s1xF54xYwbr1q1j+fLl3HPPPfzqV79iaGiI9PR0HnzwQSZNmsT+/fv53e9+R1tbG3Fxcdx2223Mnz/fucw83I67buFQrp1KqVbW4hUrVuDxeHj//fcdZf7UqVOsX7+ehIQECgoKqKqqIi8vjzvvvJOOjg6OHDnCvn37OHfuHO3t7Y47lBK2N2zYQH9/P8ePH+c3v/kN7733HhkZGUyfPp3z588HWS9NF17TbUwXnADHxU4XJFJSUrj99tu5/fbbqaioYGBgwHGju/vuu4mKiuIXv/gF7e3to7ZXKNc1Ze3q7++nubmZ0tJSEhMT8fl89PT0MDAwEMQnJ0+eZObMmcycOZMlS5aQkpLCXXfdRXt7O//7f/9vurq6iImJobi4mJtvvpnNmzeTnp7OL3/5S+Lj49m0aRNpaWk8/fTTHD58mK6uLqcPX331VU6cOMGf/MmfMHXqVDZv3szPfvYzR5gpKipiw4YNzJw5k2984xs0NTUFWdO9Xi8lJSWcO3eOiooKsrKy2LRpEx0dHXR0dBATE+O4UE+fPp0LFy44bRdKcXGzICuhXAltHR0dHD9+3Ak+BjB37lzH2qqEuJSUFMel7Fvf+ha33nora9eu5cEHH6S7u5vt27fT19fHnDlzmDlzJhMnTiQuLo7KykpaWlpITU2lpKTEOdvn8XjIz89nypQpdHR0OF4UhYWFXLx4kYULFzrRr3t6epwL4KdPn05XVxcnT5506h5K6NNdcs+dO0dVVRU33XQT+/bt44UXXqC2tpaRkRFH4Wpra+PIkSOsX7+eJUuWUFlZyXPPPcfevXud/hJCsHz5cr785S+zZs0atm7dygMPPMDEiRMpLy9n586dHD16lNra2iCLfkFBAQMDA1RVVZGVlcWsWbPw+XxO4LexKp+qb6OiokhPT+fOO+9ECEF1dTVxcXEcPXrUUTBKSkpoa2ujra2N5ORkNm3aRFtbG++//z7bt293jh4oi1Rvby9DQ0P09PTw9NNP8/DDD/OZz3yG//qv/yIuLo67776biRMnsmXLFo4ePUpVVZXTR0IIHnvsMVasWEFbWxvbt2/n6NGjjteMlNKZb2699VYeeOABSktLuemmm3jxxRcdl2TlfXDvvfcyb948Jk+ezLx58ygoKKCnp4ezZ8/S0tJCZWUlq1evpri4mB07djgWceXtcyUKqBDCmSNuu+02ysvL+cUvfkFfX5+j8A8NDdHd3c1LL73EZz/7WVavXu0ccVBngHWYG2qNjY1MnjyZ7u5uXn31Vfbv3++4NZeXl7N+/XrWrl3LnXfeSVZWlmM5/upXvxp0xlCnqb29nbS0NGdDKSYmhqKiItLS0pg+fTqHDh2it7eXLVu24PP5HOVz9+7do/KbfkRESsmCBQv4+Mc/TmFhoSMXHD9+nL6+PgYGBhyvhdzcXNrb2+nr6yMpKclxbY2KimJgYICREX8sir6+PioqKnjnnXdobW11xtDw8DDnzp1zvFR8Ph+TJk0iLS2NJUuW8N3vftfZjPN6vUgpGRgY4NSpU6SkpLBgwQJqamqcjaYJEyYwb948tm3bRnl5ueNqHBcXR2xsLOnp6dTU1HD27FnH4llXV+ccuamqqgrq06tlZbewsPjwIRKL583Aw8BRIcShwLP/iV/hfFoI8ShwAXhgXCi8itAXi97eXnp6ekhISKCmpobu7m4yMzNJT08PsiaqyfvChQsMDQ2RnJzs3PGnLBdqR1oJAJ/61Ke49957qaurY9++fY7QX1JSEuR2KaXkwoUL1NbWkpGRQVJSEsXFxZSWllJbW8uJEyfo6uoiKioKn89HQUGBszjrQpxa9MxzrJG0h3In7e7uJjo6mvr6empqapy8jx8/TmVlJd3d3WzYsIFz586xd+9eZs2axZQpUygvL+fNN9+kvLycqKgocnJySElJcRbV0RYg3ToVFRVFbm4uJSUltLa2An6FbcOGDU6wJmXlUpsB06ZNIzU1laSkJJYsWUJfXx/PPfcc+/fvd2hQARHUOUMVNCE2Npa4uDiqqqqc3foTJ06we/fuoDY0zx/p9CoFVVdMY2JiHPqVy3J2djZz5sxhZGSEH//4x/T395Oens66devYsGEDt9xyCxcuXOCVV165xNVQVzbdaNKhLJUXL15kaGiIuLg4li9fzltvveUIIKpPqqurqampoaSkhLvvvpuYmBgGBwd5+eWXnfOKw8PDNDc309vby5/92Z+xbt06nn76aZKSksjIyODIkSMcPnzYsfDp52IrKyt56aWXePzxx1m7di0///nPnf5ITk4mNzeX6Oho+vv7gd9bv5Wr+a233srWrVvZs2cP8fHxZGZmUlBQQElJCdnZ2XR2dhIbG8vEiRNpamri8OHDnDp1itbWVoce03Ks2khB31RQ410pcB6Ph4aGBoc39Dw8Ho9znq2qqopnnnkGr9fL+vXrefDBB2ltbeX48eM89NBDZGZmsnPnTt5++20n4Mrdd99NfHy8I6yPjIw4Ck9rays7duxACMHUqVN58MEHiY6O5p133mH//v309fURFxfHypUrueWWW7j11lu5cOHCJcFkzHqruns8Htrb2zl9+jTz58+nvr6exsZGRxHSgwNduHDBCSLy9ttvOy7qKl+lPJ4+fZrZs2ezfv165syZw549e/j1r3/tWP50F2CPx0NxcTGDg4PO2felS5c6Z7bHKrTq7soej4d58+axcuVKfvvb3zoeEefPn3csWIsXL6atrY2zZ89y6NAhvvCFLzB16lQ6OzuZPXu2c8ZPtYG+AbVz504WLVrEihUrWL58OXl5ecyYMYPDhw/z3HPPMTg46PSn2uhpaGggKSmJjo4OduzYQW1trbMBA/4ziVu2bGH69OnMmjWL3NxcJ56AUpaVO29cXBzz588nMzOTpqYm9u7dy+nTp7lw4QI9PT0kJSVx6623kpGRgcfjcTYhxuq+7KY8qE2GVatW0d3dzYsvvhjUTupzVFSUc2xlwoQJTJ48mfj4eDo7O4M8L0z3VLUR29zcTH5+PhMmTHAs4FFRUZw9e5auri6Sk5NZs2YNt956q+O5oZQ2tWFQVFTEzJkzqaqq4uTJk7S3t5Ofn09GRgZNTU2888473H777UyZMoWysjKGhoaoqalhy5YtPPDAA2zatIl9+/YFBaNStCr6Vb11r53bb7+dqVOnsm3bNp555hnq6uqC0qggW0pR6+7uJjc314kurqJoR0dH09vbS0tLi7OmKhdbNb7b29upr6+ntLSUqqoqWlpayMjIcM6fx8fHO0qsTntUVBS33nor2dnZCOGPcp6UlMSUKVM4cOAApaWlJCcnk52dTUpKirM5/+KLL9LR0UF2djbJyckMDw9TV+cP8+F2ptzCwsLCDZFEtd0OhJIEbr265Iwv1GSoLCt9fX1kZmZy+PBhamtrWbFiBXPmzHEsUmrRUQt3fHy8E+FNCQ4dHR3U19c7wmlHRweVlZWUlpayevVqzpw5Q19fHy0tLUyePBkIXmg7Ojo4duwYs2fPJjExka6uLvr7+/F6vWRnZ9PU1MTAwADz5s2jpKSE6upqqqurARxlSg+WoEdrHA26FVgFD0pISAhSYFUk0VdeeYV77rmH++67j+bmZkeYuHjxoqMIJyUlsW7dOiZOnMj+/fvHfNZDCf0qkIFSStTiunDhQiorK2lvb6e3t5fy8nKWLFnC9OnTqampYe7cuWzfvt2xWigo5VpKSX19PWfPnmXKlCnExcUxadIkHnnkEc6cOUN7ezsdHR3Ex8eTnJzs3NdonrVza0P9+/DwMEVFRRw8eNBxdcvLyyM7O9uxNEVHR9PS0kJPTw9ZWVmsWrWKzZs388YbbwS5jZrnPs2+Vb+ryKrK9VQF0hgaGuLBBx+kr6+PAwcOOP0spf+cc0VFBbfccgszZsxgZGSEF198kZ07dzr8rQSKiooKTp8+zfr160lMTCQtLY3MzEwaGhocoUxZqvQgRCdOnODw4cNs3ryZpKQkZ4d8ZGSEmpoapk2bxk033cSePXsYGRkhJSWF2bNns2TJEvLy8vj6179Oc3Oz048qgmVqaioxMTEkJyezYMEC8vPzmTNnDs3Nzbzxxhts3br1EkXTre/MDQU1lpQFwufzOWeZVJAlNV6Ukj00NERjYyPPPPMMhYWFTgRrpdTv2LGDV155hdbWVhITE1m5ciUzZszghRdecFyJhRA0NzdTV1dHbGysY131eDykp6fz4osvsm3bNud5enq6wz/p6elBG06hXI11BWRoaIj33nuPTZs2kZmZSVxcXJCLtgqCpDwRFI8pBVyfd2pqajh48CDTp09n7dq1eDwe9u3bR3V1tZNep03xyfPPP09TUxPbt29n06ZNTJw4kdra2jEHTtPn9ZiYGGbOnInP5+PQoUPExsbS1NQUpMA0NDRQXV1NZ2cn/f39nD59mry8PIaGhigpKeHAgQNOX6s5UPFSR0cH+/fvZ/Xq1cyePZsJEybQ19fH7t27HSFf93SIjY113CCVZVvnRyH8dzpWVVWxZ88ex/L729/+NsjqOmHCBGbMmEFmZqajBOzfvz9o0wz81vDo6Gh8Ph8JCQl0dnY6tIzFBd1N+U9ISGDt2rWkp6fz8ssvc+DAAUfJ1l1mFW90dXWRm5tLf3+/s4kFl56JVG0hpXTOihYXFzNz5ky2b9/unBseHBykqamJ5557jpKSEiZPnszw8DAtLS1B56ALCgq444478Pl8PP/889TV1dHT00NeXh5JSUnU1NTw2muv0d7ezsqVKzl//jxHjx51ApsdPXqUmTNnkpycTFdXV5Abu5u3iVrPo6KimDt3Lj09Pezdu5eGhgZnLdc3s1QwtJSUFE6cOMHkyZMdpRP855+9Xi9dXV289tpr/O3f/i333XcfL774IjU1Nc7mneK7efPm0d/fT3V1NaWlpfh8PtavX09tbS2tra3OuOjt7WXy5Ml4PB5nUyApKcnZhI2Ojmbz5s0sXLiQoaEhZ+3r7OyksrKS7du3O3PVnDlziI2NZdu2bU70cnONtFZPCwsLN0TiahsHvAvEBtL/Vkr5j0KIYuApIAPYDzwspRwYT2KvFEp4EsIfuU7tep49e5aUlBQmTJjAI488gtfr5bXXXqOtrc0RQEdGRpzgGB6Ph5qaGsdqlZGRETTZfvvb3+Z//a//xapVq3jrrbc4fvw4u3btYvbs2WRnZ1NXVxd07cP+/fu59957SU1N5ciRI/zd3/0dn/70p/nyl79MT08P9fX1JCQkOK470dHRTjAktZjpC3mo3Wo3i5naFVeKXmpqqmM1U22mzsD98pe/5OGHH+axxx7jl7/8Jenp6dx3331MmzaNkydPMn/+fOrq6vjOd75DWVmZ4/YXKqiESa8QwoloOmfOHMci1N7eztSpU8nKysLn8/Hzn/+c7u5uDh48iM/nY86cOcyYMYPBwUFmz57Nq6++6rgnq7x119na2lonau6//uu/cuLECfLy8sjPz6egoIDPfOYzTJo0CYADBw7wL//yLyGD1ui0q88DAwPcfPPN9PT0UFNTQ2xsLKtXr2bChAnOvYlKAauuruab3/wmTU1N/MEf/AErV65kx44dIaMq6hZWJQzp1wLo1kYhBEePHiUuLo5//Md/ZNeuXfzwhz+ktrbWEQ737t3LokWL+NSnPkVHRwdlZWX09PQ4PK+ExO7ubnbt2sWcOXNYs2YNUkomT56M1+vl2WefdSw8MTExQW6SnZ2dHDp0iDvuuIOcnBxqa2tpbGwkLS2NnTt3smvXLr7+9a/T1dXlBETq7e2ls7OThoYGnnjiCce1tb29nZdffpnnnnvOEd6ioqLYuXOnc3bqoYce4vHHH+ftt992BEbduqKPB/2/brXQ27e7u5v+/n7y8/NpampyxoNpERseHqampoZvf/vbPPHEE9x1111cuHCB+Ph4KisrKSgo4OGHH2bevHl0dHTwi1/8wjlfpQT3hoYGfvazn7Fq1SruuOMOtm7dyokTJ6itreXWW291gv/MmTOHadOm0drayltvvcVbb73luFSabt+heBTg7Nmz/Nu//Rv/+I//yHPPPUdbW5tj3VH9/vrrr1NcXMwDDzzAJz/5STIyMhyvB7UJl5aWRl9fH2fOnGH+/PkMDAzwuc99jrlz53LgwAHOnz9PY2OjE0U8OTnZcTG8+eab6e7u5p133nHOrirlVLXtaMqSqo9yj05NTSUhIcHxXNGvyJBSOkclUlNTWbx4MVOnTqWsrIzjx4870UD1yKZK2FabKo2Njc5Y27VrF3fddRd33XUX27dvd86ElpaWsmLFCiZOnMihQ4c4cuQIn/jEJ/iLv/gLvve973H27FlHuI+Pj2doaIitW7dy9913k5eXxy233OKcAZ0xYwaf+tSnyMvLIy4ujpaWFt577z36+/uJjY0N2ixQ13StXr2a3bt38+abbzoxC0Y79hCufYXwH3soKCggLi7uEndk1UdqfY2Pj6e9vZ22tjZiY2OJiYlx7rxWY8dckzweDwMDAzz77LMsWLCAefPmUVpayv79+535qre3l7Nnz/LCCy/w+OOPExsbyyc+8QmGhoY4d+4cs2fPZtGiRZw9e5Ynn3yS2tpa4uPjOXnyJJs2bWLRokVUV1fT1NRETU0N8+bNY968eRw+fJgDBw44imdaWhrLli1j69atDq1um7r6+iWl5PDhwyxdupQHHnjAKUd5Iqg4CMrTSLkP9/X1MWnSJLq7ux03dzWHbtmyhTvuuIOSkhK+9KUvBdFx4cIFfD4fMTExTJ8+3dm47uvrIzk5mejoaCZNmuQEAFKbHF/5ylc4ffo0HR0dxMbGMmnSJL7yla8gpeSll15i7dq1xMTE0NnZyYULF6isrKSzs5M5c+YAOK7Cs2bNoqamhv379zvjVM2zVum0sLAIhUhcbfuBW6SUXcIfZGi7EOJV4K+Ab0opnxJCfA94FPjuONJ6RdBdUZVwUF9fT15enhPc5+LFi04o8qysLJ588kknEIaK+tjV1RVkDVU7vvri29TURHV1NQsXLmTy5MmcPHmSsrIy59qCLVu2BLlaCSHo7u52LDoNDQ08/fTTCCG4/fbbyc3NdUKYT5s2jba2Nk6cOOGELj969GhQFL5IJ3119cfAwAAdHR0MDAw4QoFSGHVh5ejRo/T29jouOq+//jqFhYUsWbKEOXPmUFVV5VzToXa6+/v7nbtHQ/WLXoYKBjRr1ixKS0vp7e1l+fLljrK9fv16oqOjeemll0hNTaWwsJD8/Hy6uro4cuQIf/7nf859993HK6+8QktLi6Oce71efD4f06dPd6Ikqu9KQaysrGR4eJiEhASKioq44447WLx4MTNmzOD48eNBwnsoy6dS2j0eD5MmTSI3N5ehoSHy8/MBnCsH9Gta+vr6eOedd1i1ahUbNmzgwIEDl7TZaLvISgAEf8Tanp4ehPBfZ/H000/z0EMPcfPNNyOE4Oc//zl1dXVO4Indu3fz4IMPOmeR9+7d6ygyqmwhhHNlSElJCUeOHHECqyxfvpyuri4OHjzonPNUFqbExEQmTJiAlP4rhHp7e+nu7qawsJDbbrvNieg7NDTkWH68Xi8DAwPExsY6Csu0adNIT09n3rx59Pb2Ul1d7ZwxiouLIzU11Qkco9wMzUi34TZjVPspxV5tmgwODjI4OEhubi4nTpwIEuLVXKIL4OpuvRUrVjiW2T/4gz9w+O3kyZO8/PLLnD17Fq/XG3QeU21yVVRUsH79eg4fPkxzczOvvPIKGzdudNyhk5KSaGpqora2lszMTDZv3kxNTQ0dHR00NTVRV1cX1H9ufKM2SKqrq4mJiWHSpEmcO3cuaLNBzUvV1dXOmeR169Zx8803s2zZMse1NTExEcCJHr1v3z4KCwtZG4heXFdX53h+FBUVkZCQgMfjoa+vj97eXurq6uju7naumNAtgpFY6HRvj+7ubhobG/F6vU4gJK/X66QdGhpyInGvW7eO+fPnMzIywptvvklTUxM+n885V6u7gCtFMz093XmnsrKSd955h9zcXJYuXcrdd99NXV0dU6ZMYeHChRQUFDhKZ2ZmJlJKiouLmTRpEuXl5QghggLLtLW1OZG1CwoK+MM//EMGBweZNGkSeXl59Pf3Ex0dTXFxMV/96led8dTc3MzZs2fZuXOnk8e0adNYs2YNx48fp6amJmijZKxQvKPGZ0lJCatXr6asrMy5AkYI4SiXPp+PnJwcdu3a5VyLolyDde8clbduKfV6vXR2dnLq1CmWLVtGfn4+J06ccJR+tcF18uRJmpubaWpqorKyko997GPOvNvR0UFSUhIf+9jHnI0wFSFXBXratWsXS5cu5Uc/+hGlpaXMmTOHSZMmOdHIU1NT+fd//3fnDlV988Z0z1c8EhUVxW9+8xtiYmKYP38+X/jCFygvL6eurs45FpCcnExaWhrZ2dnExsYyYcIEBgYGnAjE5jGAwcFB/u3f/o2hoSFiYmJIT08nJycH8N+dGRUVxd13301jY6NjwR8aGnKusjI3J9WVO0p+6e3tpampifLychYtWsSrr77KwYMHKSwsdAIzFRcXO3OoOveurLhpaWlBNI/Fqm5hYfHRRCSuthJQfovewJ8EbgE+FXj+U+AJbmDFE37vCqh2XVUQIXVNybZt2+js7OSWW27hvvvuo7KykqamJqZOneqELC8vL6ezs5O6ujqam5uJiYmho6PDWTSHhoac80Nz586lpKTEOVP17rvvMmfOHN5//33a2tqCFlxlgVMRPKdOneoINypoj8fjISsri0mTJnHTTTc5VsmXX36Z//qv/6K7uxsYm3ChAi2dPXvWsfCqPHSBTp13q62tdSLpNTQ0UF5ezuzZs0lISKCkpITc3FwnJHt3dzf19fX84Ac/oKOjI6QFT7c6dXV18eqrr7JkyRLuvvtuqqqqKC4u5sKFC5SVlbFmzRruueceZsyYQXJysrP7fubMGY4cOcJjjz3G5s2bmTZtGmfOnHEioUZHRzN9+nTy8/NJSUkBcCLzVlRUsGzZMk6cOMH58+epq6vj2LFjNDQ0cPfdd7NmzRoqKiocZU53QdVhKp+TJ0+msLCQkydPApCenk5vb68TQEJ3ka2oqGDHjh0sXLiQ2NhYpy91F1D13VzcVcAbZb2OiopyBJmsrCz279+P1+vl4x//OCtXriQ1NZXnn3+evXv3IoT/HteOjg7S0tJYv349p0+fZufOnY6SpTZV2tvbKS8vZ+LEiY7FpaioiD/+4z+mpqaGwcFBysrKHJf0mJgYpk2bxrp16+jq6nIiMtbV1TF9+nQyMzOpr6/nueee49ChQ84l5Mra6PF4aGlpIS4uznFf9Xq9LFmyhPXr19PY2OhshJSWlpKQkOCcU9bdffW+Md1v9TZWwpiq7/DwMBcvXmRwcNC57kNdf6Cinip6VXl9fX0cOnSIm2++mfT0dCfg2NDQEOXl5XR0dDg82NfXR1RUFAkJCYyM+KOmer1e8vPzmThxIgsXLqS9vZ0pU6YQGxtLRkaGI8QODw8zbdo057ocpZRUVVXxgx/8gCNHjgS5aesWf6WMK8Xe4/GwadMmdu7c6bhEKsVdnVns7OzkjTfeoLW1lby8PDo7Ox3Fsbu7m6amJjo7O8nNzWVkZISLFy9y0003UVhYSGJiIqWlpY6AXV5eTmNjI01NTTQ3N9PQ0EBnZ2fQZkukSif8/lyxskQfO3aMtWvX8sd//Mds3bo1yOqUkZFBcXExGzduJCMjwznXd+LECUfpuPfee8nJyXEC4qjrTbxeLwsWLGDDhg2Od8D58+f59a9/zfDwMH/6p3/qbOaoIDs+n48/+ZM/cQLHKSVIba6oM33gV+x27NiBz+fj2LFjrFq1ioyMDDo6Ojhz5gxDQ0Pk5OQwMDBAaWmpcxVNTk4OU6ZMcRTa7OxsBgcHWbp0KQcPHuS5554b072U+pjQ0dPTw1NPPUVxcTFTpkzh7//+73nzzTeprKxkaGiI7OxssrOzycnJITU11Yn8rhStkydPXqJ4qn7WN82UYrls2TIKCwsdC6Gad9U92spz47333qO0tNThccXzEyZMcOrS399PU1MTkyZNYtGiRaSmpjJ//ny++MUv8vrrrzN79myWLVvmWHTr6uqcCMwK4QL4qXLPnDnDf/7nf/Lggw8yc+ZMbrrpJseq3d/fT0xMDH19fUFnOA8fPkxNTY2zTqnNF7VZcO7cOWdOVNfyqE0xZUXt6+ujtbWVzs5OZ51S54NV3yvaVVsqN//Ozk7279/veCucPHmSU6dO8e677xIfH09WVhYFBQVMnjzZuQpKSn+siRMnTgS1ud4e1uppYWHhhkivU4nG7047Bfg2UA60SSnVYZxqID/Eu48Bj105qVcGPUCAmnSbmpoc91K1y7pv3z6ampq49957efzxx+nt7SUxMdE5k3Tw4EFHEVALiboLdHBw0NkhVRZOdRF5e3s7hw8fZvny5cTFxTmLS1xcnHNGp7i4mGnTprFo0SKKiopob2/n9ddf57333nPOXubn55OXl0dhYSEZGRnEx8dTX18fNPm7WeXMBdP8raKigra2NrKzs53gSarN1AKihHLlNrR48WJKS0s5fPgwR48eJSYmhokTJ5Kfn09qaiq5ubksWLCAt956y2k3XfDXlQGdnnPnzrF//37WrVvnRNc9duwYL7/8Mp2dnSxdupTJkyfT09NDRUUFe/bscayEP/nJT7j55pvJz893Apj09fVx8eLFIIVS3RGZlZVFb28vubm5FBcXU15ezrlz54iKinKiKSpFW53rC7Wo6sEbWlpamDJlCoWFhZw6dcoR8HWlVSkASrlTVnLlhu2mZKq20y0Gih91IUkJLYmJifT39zvnXu+//36mTZvGQw89hMfjoa2tjYkTJ9LV1UVaWhq5ubncdttttLW1ce7cOedsmrLs1dXVsWLFCpKTk+no6HAut8/MzOTOO+9k8uTJztkhj8fjWCCPHDlCd3e3c7YwNzeX/fv3s3XrVif4li4gqbqrTZl9+/Zx4sQJUlNTmTlzJvPmzWNwcJDY2Fh8Ph+9vb1cvHiRiooKDhw4cElUVF3g1d0uVRvqipl+trutrY2mpqagtlfW2ba2Nsd6oN4fGRmhra0NgOXLl3PmzBnnvsHExERuueUW1q1b51y1MTQ05MwdSUlJDq0vvvgi3d3drF27ltTUVLxeL1u3bmXLli2A/x7FmJgYR8jPyclh2rRpzqXupnux6dIOOEpmQ0OD4/qn86dS/ru6uqiqquKFF16gpqbG4U+lZOnndmNiYigsLHQ2ihISEsjMzHQsVX19fXR0dAS9q3uOmHOTQjhLij5ORkZGOHToEK+++iqf/exnmTp1Km1tbc5dr0VFRaSnp3PhwgV27drFoUOHqKiocPq+oaGBFStWsGTJEpYtW0Z7ezvt7e0kJyeTmJhIVlYW0dHRvP322869iefPn2fHjh1Mnz4dwLFEKoVD3edbXV1NdnZ20Fqke3wMDQ1x8OBBPB4P586dczYsVfAbKaUzRouLi535WF3DNTAwQFJSkhMxd/r06cycOZMtW7Y4irfOx26bMOG+j4yMUFFRwZNPPsknP/lJZs6c6UQE7uvro6uri+7ubi5evEhtba0ToXjZsmUkJiYGzVu6W7v6r54py2pvby8FBQXOeUcpJbGxsY7L7ZkzZ8jMzKSlpYUnn3zS8baRUjobcaqskZERJ+L8rFmzmDp1KvX19XR2djIyMsK+ffs4fPgwmZmZJCYm0traesm4d+NBM2jTwMAATU1N/PSnPyUvL4/09HTS09PJzc1FSklrayu1tbUMDAzQ3d1NT08Pra2tzlqje1OoMas2mPXYC4rnBwYG2LVrlzOG+vr66OzsJD8/3+FPNyuqykOtE8eOHWPXrl3OdVZKce3s7KS5uZlTp07x3nvvIYRwPDVUWSr9aF45FhYWFhCh4imlHAbmCyFSgWeB6ZEWIKX8PvB9ACHEdfPBcLNwtLe3U1tbS25uLmVlZZSVldHV1cW2bds4ffo0n//854mPj6empoZ33nmHd99917Fuqv8q6BDgTMCDg4McOnSIt99+m4KCAmdhqq+vdwIlKGVjcHDQEW7WrFlDbGwszc3N7N69myNHjjhROpWgcurUKWJiYkhMTCQhIQGv1+tEtDTdVkeD7lZXV1dHXV0dhYWFJCUl0dLS4gjU6lzK0NAQ9fX1XLhwwQls9Oyzz3L+/HkaGhqIi4sjMTGR5ORkp10mTpxIc3NzWKHR7Kfe3l6eeeYZ1qxZQ05ODjU1NZw8eZLGxkZeeOEFduzY4dy/2tjYSHNzs7PAvvbaa+zdu5fc3FxycnJIS0tzIm9WVlY6AVS8Xi9er9exAP7ud79j2bJl5OTksHDhQtLT0522fPvtt10VTlN514WTnTt3kp+f77jYKYupErpNZUcFS1KWQ93K6VaOSYOy0Kl3lAVJufYODg6yb98+WltbnWtMHnroIeeuzp6eHo4cOUJCQoJzpU91dbXjEhgfH+9c8aEuQVfWvtOnT3P8+HFKS0uZP38+UkoSEhJoa2vjzJkz7Nmzh3379jkW/f3791NbW0tTU5NjCdd3+vWxpFvsBgcHaWtro76+nn379jl1Vuecuru7nbGkC9XmOaxQfajK1QW89vZ2duzYQW9vr1OeEsqefPLJoDNX4Bc8lbUkIyODr3zlK47rZ3p6Ovn5+UyfPp3U1FTnWhh1j64K5NHV1eVYH9U5RWVFVOcwlYCtgoKoa4WGh4eDLEtmG+j8o9r0P/7jP5wo37o7oXLFf//996moqODChQtOtGCVp+JltTEhpf96EPBfaaGsoeYYd9uA0ft/LMKrWbeenh5eeuklpk2b5gTBUsGTamtrOXz4MK+//jrt7e1O1HDVf1VVVVy4cIGXXnrJaVN1rlIFiTt16hTvv/8+PT09QW6X3/nOd+js7HR4BXBcR5Xlb8qUKRw5csSxJCuXeymlExTsrbfeQgjhxBnQoxXHxMRw9OhR4uPjHUtpVFQUsbGxSCmdDRx1PU9RUZFjoXJTDnRvE7099bGhewT09vayZ88e6uvrmThxIjk5OQwODtLf309LSwtNTU3O9VXqSpmjR486Coo5Ft0wPDxMeXk5P/3pT2lra3M2rBSdav195513SE5OpqGhgZqaGmf8qY0llZdSQGtqaqiqqmL27NkIIThw4ECQhVptNCnadCuxqWDq8645nyjPHTUOlWu5Gk+qLsrarTbC9fleb3MFt3PqypqrNiDUHDh//nxn3TLnUjVO1BhU52O/+93vBkW2NjcyFY1KblDj1lyTLCwsLMJBjHXCEEL8A9ALfAnIkVIOCSGWA09IKTeO8u64zk5qgRmFBkdQ8ng8fPzjH2fq1Km89NJLTkAc8AsMqampeDweRzBU1h91tuGv//qvmTt3Lv/93//NCy+8EHR9iFK8lOChBLTMzEwaGxudBTEqKoq0tDQ2b95MVVUVDQ0NjiWlr6/PWWjVmTMlpKty9Eh4bpZOs+5mO4yM+KNWJiQksG7dOlauXBkU7EW3eGZkZDj3DHZ2djIwMOBESdXPlOkWERVBTy1QpsXTXMCVS5GKoJiZmcmZM2eoqKhw7vBU511UXfWos2oBVr+piJyqX4UQzrmflJQUioqKqKuro62tDZ/PR35+PvPnz2fq1Kl4vV6ioqL41re+xenTp4OibbpZC1QdoqKimDJlCqtWrXIugFeWxOrqap555pkgi5QSHH0+H6WlpezZsydI2NTbSP+vu34pehRfT5w4kX/4h39gxowZ3HXXXXR3dzvCk8/no6ioiDVr1jgC+fnz5zl9+rQTGGXy5MnExsbS09NDX18faWlpZGRkOBEzv/e97zF79mwefvhhDh8+zHe/+136+vrIz893Ap5UVVU5USGV2y4QxFOKV8yol6pOupCjnile0vvWPIelzmHrQYNMmO1oKqfKChgTE+OcX1T8p3b+9Si+quyMjAxWrlxJe3s7u3btCvpdKYtKaTAtEEoQVmNPP0uqC8N6G6n20xUoU5A173BUfKq8F1Q9zIvs1RhQFhWd3/VzY3qwMhUgRc2Ver/qSo0pALvxuE5vuHlNH3vqWVpamqOgqbop92Hl5qp4TNE5depUHn74YZ588knnSiTlvq6UfRV5XM2daqNFBfsZGBhwopmqeiseUAq6okM9M/ldKZmAowyozTLV36qN9XlP33xS/Nvf3++4dYc6ImDyhlsa9ac8NxQfKx5V/aZb//X6KyVI7zN9zOl9p+YxxfNqztCvh1H06POJokf3blJpdeuwEP6z9brSaSpb5uaNTq/eJqbSrtpdX59UX6o1UT9HrfrTbBfVhvr8pY8B/Vy6qntubi6PP/446enpfO1rX6OmpsYpQ0VYN2UElY8uY+jriuJPRY+iVY9ifjm43PcsLCw+MNgvpVxsPhxV8RRCTAAGpZRtQoh44HXgG8AjwO/k74MLHZFSfmeUvK6b4mnu9irlLSEhAZ/PR2dnp7MAqclVpVGLmxIUlPC+dOlSSktLeeuttxz3Jn3iNhcXNyvEyIg/xL7P53PC8es7lPrCo9LrCoe+46jyN8+16W2gf1ZleDweJ2hAYmKiE2hICayKHq/XS3x8vNMWauFQwqa5SCt6dbey0RRPwLnrTF22rYRzld6MVqraRAlEptCju4p6PB5n4VdClMpb/Xm9XmJjYx2BqbW11ekbvW56P+jtHxXlv35DWYTUd/ALHspqpFs8lbCi6NTdF92UT73/1H/VblFR/lD9jz76KPfeey/3338/LS0tjrKuKx1KsVD9pPKPi4sjOTmZvLw8vF4vHo/HibpYVFTE/v378fl8fO1rX2NwcJBvfvObHD58+JL7LtVnlbeuhOh8qqw/6jddgdS/67xuCkl6HUx3NVNA1H/T6dX/q7Gp0un9q8+b5nN1D5/aDDLzNfvT/KzTpAt5er3Ub0r5Vd/1OVAX7Nzc9NyUVxOKn3RaTEul6jddQFXlKYHWbR7U29TsD1M4Hk3xNPtVp0fnK33zQ7fSqrGTm5vLl7/8Zb773e9y/PjxoLlEbz9Ft/L8UHS4WcbUeVlVd3W+U/WXOq+neEYpRvp8r5ep96HeH2bZpiXenJ/d2k+n21yr1Gd9HlH/1VqpeFHvd/VZV4rdXG3NsaIrXGouVfyoxqbOi+pPv09UtY/ZXioeg95mpiKsflfvmONelauPSaXcmvyqf9f5wdxs0PtWrW36dWCKXj2dvqmUlpbGJz7xCdasWcO3vvUtdu3aFTRf6Pxi1kGfF/Rn6h2d//RxoCv+Y4FVPC0sPvS4bMVzLv7gQdFAFPC0lPIrQogS/NeppAMHgYeklP2j5HXdFU99wtYVCLg00I3+ri4oqWduO/66kKq/r0/sumCpL0bmjqpbXubCYy5a4WAuDjodqh3Uwqlfp6EvejodbpES1WeTdl1IUencFmf1m16WSqesC2oRVMqp6QKkK5sqf6VA61esmH2tzufqirISLPVy9f53s+QqWt2UDCWEmUq3zktu/WYqJGZ7qzoqWlQwqtjYWMfNTSndpmClK006bbpgp/OJ+i0pKYnPfe5zrF69mi1btvC9732PlpYWp81Umfo5Pl1J1JUfN35W7+gbQHo/m0Km6iM9eIbJT26bP+bYUfXT+1WnUbcq6mcjTb5V/ap4UaVRyqKiR/GlEqxNAVj1bVRUlKOIK+g8rW906RtWZj1M4V+3Tuo8aM6TbsKlmxCrzwF6f+ibWLoy6rY54DZ2Qgm3pjKmj0HVProCr/OBSqc2n3w+Hy+++CLf+ta3ePnll4M2vPSxrre7okHvF93yq7eTysPkV7MfzfGu94HiezXX6ePC5GNzntH/m/2oK296Ot2yqitXutVV0an6GXBVAM1NUbNfdYVbH28mn+ljS39P0awrQzp/KRr1TUpzTlL9q8/9+lgylWSzTjofqo09c/NFr7sQv7/DU9/QdJvv9XfVf/2dmJgYZs+ezT//8z/z9NNP89RTTznBjNy8SvQrg1R7mBZOczzrGxomTeFoNmEVTwuLDz1cFc9IotoeARa4PD8HLLk6tI0/3CZEXZlUC7g5yYZT5pRbmi6UmQuT23edJlNYMoUNPb0ptOiCxWhKp1m2KkO3eqj66rvW5u6qvhjpC5QprJpt7Cb0uCmd+ju6EK6snvoCOzw87FgilRKqKya6+6FyZ9TbTBei9MA2Oi/o51xNAUsXXt3qrvhDr6euDOmCkd63ppCll6nTpgsyugAEOC5Q6koIVRdd2TCtjqbSq+/4qzqoPlDnNcvKyrjlllucC9dbW1uDFDe9fqbSpxRh5YqtbxromwFqQ0C9pythOu/oaZQVWXfDdhOqdd50U9zcLDS6QK7KVe/pAq+u/Kn661YM3ZXWVLwV9PGubwqEmqfMvPRxa/6u84rORzqPhZrHTL42BU3TW0TnT31O0ftNr7PbXBUKbvOTXp7eHvqcrcrQlTh1Xq6kpMTx7tDHt+JTfaNQnwsVDcq1VdVPt/7pc6ib0qzKNDcj3RRIfZPMVJD0eVx/x5xHQvWz3m4mz+htq8+D+nO9PUzlzOxn87lejqkU63TrngD6mVm3dVG1j2mNNRVUvR3N5+q7TrM5r+h0mjKEWkv0jTh9zVHQx6/ZRvp4MeWG4eFhmpub8Xq9ZGVlkZiY6HgvqXLcNpbUd3M+0Z+58ayJSBROCwuLjzYiCi4EIPyRbfcBNVLKO4UQxfgtnhn4I94+LKUcCJfHeMNtERvLu/qfuRCYlh+zTDOfSOjQFxK3z26LoinwuQlo5rNw0IULPT9dQDJpU4u7fu5GF9DMtgi1SI3WLgq60KLToi+QbsKGlNIRRnSlQqdN1VVX/lRZehrd9dj8zVRmdIHEfG4qBLqSFcpybQqm+vdQ0He29fdM4V9XbHT+0hUj5UmgjwuVTl03kp2dTWpqKhcuXAgSrPUydQFY0a4UAV1R0dtf0aoraYoWXZA3N0vMtg03LkIp8mYas08UdKulWQdzg0L9pujV+0Zvf73NdGFRz0NXKnR6dCuYSavJN3q5el4mPabyYgr/5uaJvonhVr7bODT7Yywwx6NpkTGVefVMf0edv2tra6OwsJDY2Fgn+JXqB30zQu8jxZu64qcruoomU4EyecCcG8x1yJxL9XZX76v5WdGr11mnw3xu9oHZtmpeAIKUvHDQ66DzpDnOw61pbs/Ned+sp6mQme/pmwKhYJ4RN9cfcy3Q21svy+R1vUx9Y0pP4/aem3Krvutzl4qqraLLt7e3Oxsmik/19MprQ9Ur1Bo4Wl9bWFhYRAL3qBvu+AJQpn3/BvBNKeUUoBV49GoSdjkYTRgPBV1QVvmYv5sCUyST8GjCkynkKeubvlCblthwisdY6+62EKp8Qi3autVGX8Tc6jMWuswFTgnzurKjpzUDlrgp5KbbkpuAI6UMOn+lBAr1u14HJTipvJUQ5lY/XZhX58f07+bmgimYueVnIlS76vxs8o56bio+etRCk9dUXyghWmFwcJDGxkYqKirweDzMmTMHICgYiNu7qv2UYK6XY24yqCAsyvXbFDh1RV6Vbe7O62NJ55fR+FJvc9NiadLqNmZNhcIUut2sRm5/wCVjIBRMQVjNJzo/6nm5KRh63UO101iVBXOe0P+bitCVCrimVdFtXtfnF90KHR0dTVdXF7m5uaSkpARtsimvCUWnzn/6XOhmAVTlm8qmSm/ypb5Zpo8hc4PPbHdzQ85c2/Q2MfvBhM4jJp+Y6cy21X/Tx0CkimE4evQyzTnabVPAbHOz/HD119vAbZPHXJ9CjVO9bH3ec6PFbQy6tY9eJ8UzymW/r6+PjIwM0tLSAJyz6vB7bxf1XF/X9HO4Om2XI1dZWFhYuCEixVMIUQBsBp4MfBfALcBvA0l+Ctw7DvSNO9wmfVNwcYOb4Ha50HdO3QRBXZgItzCPpuiGg1l/BTerqy4oSSmDBDI3OsbSRm75qAXVXJjdFuRwwqBb/qYSbbaF/q5ZZqgAQOo3/U9XcnW6TGtFuPaKdKMhlBDvxuu6oKEryCrqpxJ29TOJen2bm5s5d+4cAwMDTJ8+PciVWOVv3s9pBqFR+ertqQcj0ttL/129pyv36rMbH7kpUTpdoylhevuGUsh066wp5JvKSKj+M/vMVExC9acJNyHZ5HeT59VnU+AOB71vQikruuDuRnskGwGhYCoIboq7Wab6DsF3PKs+SkhIID4+3nUsuc39+oaD+V2fB9zaHbikX3QFU7WPck3XXeb1PN2UK3MNc+Mjt74yeUfVR1fo9LFobqyMtm6GU65Gg9tc6zbW9DVKn8NUe6t2DFW22waS23jS4bZBpZdtri16kCG9Pcw2Crf265ZWtfYNDQ2RnJxMWlqaQ7+5caI2U/RjEKaSPlrZFhYWFmNFpK62/w78DZAU+J4BtEkp1enwaiDf7UUhxGPAY1dA41VBuMUQLnVfCfWeLqy4WZXUb6awqfIKR59uuVH/dYUplEBwJYtCKKHbFCJ0AcmskylUXqnFQuVvWjLdXJ70hVF3dTTvYDMVe3O3WKfZvDZF0aIWa72dQrWhylMXbHShzTzzpdPi1p+h+DDUd13J0dtN1UXf/dZ/MwU0va0Uv+tnaXt7e2lubkYIQUpKSlCUYBVYQ9Gn8lXvK74xhX69PrrlJ5QCqZehbzpEqkjqaUyXPZW/XrabMGaWpQu9uuKmj2c96I3eX2Y9R0aCrfB6WW7WJVNZchMoQ9Edql1MIdgcgyYN+rvmfGHOh/r4DeVuHg7m/OCmILj1lz5G9T7u7e0lKSkpiH4IjtprKnemZ4U+9k3+1euuoPpJ34TUlSndhVwPBGO2n9v6ZZajP9frrbel/t9UavTP+plKfY4w+cTts8rHra9Nutz61W3N0vtBn/vM56Fg1jucPGDyr/5eqDbQ8zU31PR1Qv9slue2SaDeUXVrbm4mJyfHqb8KXqT3nz7n63nptCnoNLnxy1g2DiwsLD7aGFXxFELcCTRIKfcLIdaOtQAp5feB7wfyum7bZqMJ6uDuTqnShtqpNX+/HJrMxWks71/phO+2qOm7s/oirSsLKp0ugLotanoZY4WumJhnp9Rv+i68LkjqUUTdhIBQdKmFWAl4bgqBysfcYHBT4M13VDuZAogbHeH6NtzvpsKhlHA3+nTBTAm+UsqgM1x68BmzLQYHB2lpaSEqKorExMRLzjnp76m+UmfpFA+Z9df5R72jeMAci4oePciIW/kqvdtzPa9IFDOdDrP/9DzCKTxuykWodHpas530MsPV02wXM50JXZAN124mHeq7+Z4bXW6Kw+UgXP31upgKgKLD7Pv33nuPOXPm0NbW5gjs+lxn0qlvbOlzg1me2Y86P7m1g9t8pZ7pwbhM/jHLNBVGvWxzHYtEkdDf0dcKBZNecx4005nP3fIxy3ejT58HzDbV1yyVt8kLoerppvDpeZibtG7pzP9uyqnbemBuSIQbI2quj4qK4rnnnmPWrFlcuHAhiP/1OdOso75hp282uLX55a7pFhYWFpFcp/LPwMPAEBAHJAPPAhuBHCnlkBBiOfCElHLjKHmN62wV7jqV0eAmiJqh8PXfRntfpQun5IR6z3we7t1wC/pofWtad1SddaExlLBqlnc1FiI3AdYtjWpXtRibF9urRVRfrPX/+gJsWrN0S4UuGOiKjZtl2hT03JRSN2HcTVgZa1vq7a+XbeanBFU1TtR1D4q/dYuBiiSrC3PR0dHOHYRKMQfw+XwUFRXR09NDeXm54+o1PDxMbGxs0JlPKYMtpgr6hoGplJlKqPksVPROs/7hhGmVTu+PUIKeqRTqwqyZTuUbip5QgrjJF6EEZP33UP3uxqvh8gmXRu+b0drTfA8u9Zgw63s1EEoBcINpfVIu27obphlx2lSmVJk6dF4yI2LraUyeA/dNAlOZNOug3lNpzWdu5bvRoc+B+u9mu46mtIWD/r7eVm6IJH+3cRTpe+HKcHMtDmVV1/PR+d18rs/F5lhz22SIxANAn/tU/6kznfo1QlL+fkNRjWF9U9EtX7d2vVrj1F6nYmHxocdlX6fyd8DfAQi/xfOLUspPCyF+A3wcf2TbR4Dnrya1VxtjEezNBcFcAEYTatyEv0jSutEaaT6Xk96tnpEIu+MNc5c1lBBuWp5MgdDsB11Z0J/rn/X3TUuqmbepKJj5mGWYAtfVQjgeMpVt3fop5aVnydwsXLrV0WwfKSVdXV2cPHmSgYGBoEBNSmh3c9s2hV03ocutnm79FWmbjIZQGzmhfgul2IXaqNL5eKxzUCQweXM0gdIcU2YaN9rNZ5HQdD3mEFW2ghutep3cLLyKdt0lMpK2U3m7bUS4zVPhNizcPptluikHptU0FNzmsEg3FEbj5XDrmFvfjNZfkWI0JS3Ud7e2MpUt3fsmVP+b832otcltLnPrD5NXzOd6P6jfzXldHaFQv4Wqr1s9Qn23sLCwuBxcvokQvgQ8JYT4KnAQ+OHVIWl84LYYwKVnKFUaHaEE0rEos6FwJTu9oRb+sdISbvENVd9roZyGUuz0wBaKXrcdelOBDGdFMMsxBQHTXW80evU81OerLWCFgskXprCsyjQtOLqbrLJIqrZT14UoVy4hfu/WpYJUqLJ0V2JTkVX9ZrptKxpMt169Hc0gGroyYH4P1S4mxtL+btYOfc5wU6pDlafaKdQ4CqfUXA4inasiUSrD1cttTtLrZvafnuZqb8q4Kc16+7vxkN4v+nMF8ziBXn83T4ixKnNudRiNF/SNDrfNj9Fo0NvCTBdJf5j9drXmtEh5YbR0odaR0Vy73fgxFN+65T8azXp7u3kfmX3i1o/mGqZ/Nq3cKg8zOrkbbaEwHuuVhYXFRwsRKZ5CiAqgExjG73IL0Aa0A2lAKpAA9F9tAq8lIlHgIp143ZSQSMqMNE83RfhyYQrPbkKLWZb5ztVAKKE30t1gt80DtwV5NKXZTGcKoFeyCTHeu8bmDrhepnqm37+qYO6Ym5YfPbCKbvnRz16GO+NrKmZ6GrNNQrkFmmlD5X8lCLXJFCpv1VYQHAUzXB1Gw5XUwdxcCCUkhxOeQyHcXKB/D3UW9UaBrgTrvGNuYqi0plJt5mPCLb3JU5Hwlv67W7mhxodZbqRrhUrrFtjHTBcKkbSPG7+5jevxQCj+vxp0uK094dZSt82WUP2snpvXYKnf3TZW4NJrZfRyQq2J4TDe65eFhcWHH2O5x3OdlHK+/L2/7t8Cb0opS4E3A99veKjJ1jxjFi69/p6+CJjulxB+B9KkQaU3/8LRfTWEazNPt3oo2lQ6N/dBN8VmrHCrs3mOKlTwHbM/QtHilkYXskw36lDKkW4FVMpYuLwhWBlRv4fr58tBKCFCtxC6CXsqvL469ynEpS5aevubVwWoNLo7rZ7eTfA2aXJzYdbrYQYrMuvtpvSOBZc7nkzhT+Wl/pu8o37T289U8BVMV76x1sukSefZcONc/2zOj3pfubVBuLxDzW3h5rqrAcU7bmWb7aLg1k5uc0O4P5WPOV+Emqt0jDb/62nM9tbntFDvufVHJOtgKLiN4dHWMvWe2+erBZ0Gt7k71Ds69H7T6TTrqSPcOHBrH7f50DyrO1Z5xVzDzN/0MavKMNvNrR0tLCwsrgZGDS4EjsVzsZSySXt2ClgrpawTQuQCb0spp42Sz7hul3m9XuDydyp1mALWlS6ObjuKV5JvpDuUY8nHXKhCtYtbhFlzkY9UaA5Fv67Yma6Z+gIeSuBxO4/lpnwpS1646Iw6TW67y+H6wG0X3FRMzTLcaHDbGVf1DFWuWxoppRMUaGhoyPlstptyq1W/qZ120/qrnpkX3ofqL50OlU4FuzB5yHTLNPlN70+3ftfLMtvGjSadlnDKmZtAp9MQqTLrNv5HU0wigcmX4ea3sZQ3Gr+HU2b0d93G1Xgg0vEZSrFQv5vzjUK49jWfu9U7HMK1cSQK6+XypJmfm+IVrlw3GsLlHy7fUOMsEujzyWhzdqh8Q13pEqoukYwLN+VV/R9NIdbfNYNi6enCWazNtGPxTgh3jOFyYIMLWVh86HF5wYUCkMDrAcXxv6T/ipRsKWVd4PeLQPbVofP6YqwCwljzVhhrGaMJ01cDoRQt/bsuwOiLu/57qLOUZt6hynGjxe0MjFsbuD0Pp3i43cs52kZEOLpDYSx9H4nAE2nZoyld6ryP1+sN2gHXd9j1c5i6MKcrtUopVMGLzPOielrTCmvykV6meiecIhOuvpG2ifofibKi067eC6W0mIqtXt5oCKf0jEZbqHwifSfSNObYDwW385LjjUjG3LWYV69V3pHOWxC5S2wk5Y6Gq7GZciVwG5s6QvFGOCXxcmkY7bdQa6r5m7kWm7SZGw/hNh9CbVSp9LpC60b3eMpMFhYWHz5EqniulFLWCCGygDeEECf1H6WUUoSwZgohHgMeu0I6I8LlLGpui+LlCLOjYSyKRyQCRKQC8ljpikRpM8vXFYhIyzF31E0hXikybgqpuQBHUl44Zc5UpEL1lUnjaLvUownjoegNJxzov4ezduq/m3TqrsLKyqcUzaioqCBL58jIiBNYSN9YkFKGvHJClWdaWnVl0jz7ZCq5bv3gJnip3/T7SFUd3fpL0RJKYdI3InSE60eTJp0eN8Ex0nESafnh6NL7IdSYGQ9lIJQlP9zmztWE4qHRyhnNfTHcuBwt70j62y2vyxXkI1E+I1039La7XEtXuLIibZPLbQu3st36IpK83dam0ZTpsazhbtDLcZvzQm1Iua3H+n/TDdtsp3Dr+VgVdwsLCws3RKR4SilrAv8bhBDPAkuAeiFErvy9q21DiHe/D3wfIJRyerVwtZSx643R6B+Pid7NeuMGfVFyW4RDvXM59JhKQaSLuVkHU+Ew83VbdM08R6PVjZZI05nfQ7l76vmMVlao+unQrZV6vuGiebope+q5SqMHLdLzNdtWPQ/ljmsKT6GESbOOofrLLCOUIDhWfnXrz9H4drQy9bpfDl2mYOzmhXA1EKqe10K5DYfR5qWxjNXrsa5Ews+h3gs1l4dSvCKp1+UqgFcD4112qPpH4rJqYqx9pd4xlWxzLJn8cDnrNRAUDM78bTRl+nKUdgsLCwsTowYXEkIkCiGS1GdgA3AMeAH//Z1wg9zjOR7ClNv3y4G+WIRTKsby/pXSFU7oNRUPHW5K52iLn/ndLXiJem4qQvoCaUZb1YOHmDv0+oJuKk6hPrvlp9dXp0EXAsz2CrVwR8JbZoATU3GMVOk0BRT1pwddUQqJx+NxznsqxVHvH90iqe6E04N16Hnq5zv1+piuuCYfqXfd+sqNF8MFKnLrC7O/3dp4tHYN16+mUGj+bvJKpIrR5Yzz0WjSMdrv4fLX33dr09Ha7EoC24wGcwyHotsNbukvtx9MesLNF6OlN98LtRkXisdCbSiFgpsiFCnc+j4S3r/c8syyzbxC8WGoNjZ5YCy8OtY5xSxLf9ftHGeoeobih0jo19Pp83e4tdGkwcLCwmI0RGLxzAaeDUw0HuCXUsrXhBB7gaeFEI8CF4AHxo/MyBBqcnZLE+q7ev9q7+ZFsoOolx/p+1dCp6nghYLb7n8oOkPRGirPcM+EEI4baKiyTYHNTdi8HNrDtYkpjOk0hFN+x7JAh+LTSIUZt3OUZr1CRfQ106j6uNGkl+X2W6g2Mcty60cdbm3oljZcO5sCZaTjTL2j93s4oTpU+W7pw9Eajn/D0WvmA1yyyRMu/VjmJT2/cAL+aPSNB0ab60P1NVyqkF0N4Xq0PC5nzEfCF5cz/4Sa868UkdIQaqxHirEoRpHOqSrfUMpfqPVltPEWSf+pZ5HINm7pzPnfTBuuvEg3JywsLCwiQURRba9aYUJ0AqeuWYEWFlcPmUDTqKksLG4sWL61+CDC8q3FBxWWdy0+iBgPvp0opZxgPow0uNDVwinpElrXwuJGhxBin+Vdiw8aLN9afBBh+dbigwrLuxYfRFxLvh31jKeFhYWFhYWFhYWFhYWFxZXAKp4WFhYWFhYWFhYWFhYW44prrXh+/xqXZ2FxtWB51+KDCMu3Fh9EWL61+KDC8q7FBxHXjG+vaXAhCwsLCwsLCwsLCwsLi48erKuthYWFhYWFhYWFhYWFxbjCKp4WFhYWFhYWFhYWFhYW4wqreFpYWFhYWFhYWFhYWFiMK6ziaWFhYWFhYWFhYWFhYTGusIqnhYWFhYWFhYWFhYWFxbji/wP13gQfjZ5UogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X, Y = next(iter(dataset.train_dataloader()))\n",
    "for i in range(10):\n",
    "    plt.figure(figsize=(20, 20))\n",
    "    x, y = X[i], Y[i]\n",
    "    sentence = convert_y_label_to_string(y)\n",
    "    plt.matshow(x.squeeze(), cmap='gray', vmin=0, vmax=1)\n",
    "    plt.title(sentence)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
